Pandas Profiling Report

Dataset statistics

Number of variables	13
Number of observations	3961
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	402.4 KiB
Average record size in memory	104.0 B

Variable types

NUM	13

Warnings

df_index has unique values Unique

Reproduction

Analysis started	2020-11-11 20:10:16.389716
Analysis finished	2020-11-11 20:11:15.652659
Duration	59.26 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

df_index
Real number (ℝ_≥0)

UNIQUE

Distinct	3961
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2414.467054
Minimum	0
Maximum	4897
Zeros	1
Zeros (%)	< 0.1%
Memory size	30.9 KiB

Quantile statistics

Minimum	0
5-th percentile	237
Q1	1170
median	2385
Q3	3641
95-th percentile	4661
Maximum	4897
Range	4897
Interquartile range (IQR)	2471

Descriptive statistics

Standard deviation	1426.02502
Coefficient of variation (CV)	0.5906168892
Kurtosis	-1.207715853
Mean	2414.467054
Median Absolute Deviation (MAD)	1235
Skewness	0.04938645192
Sum	9563704
Variance	2033547.359
Monotocity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2047	1	< 0.1%
2600	1	< 0.1%
2596	1	< 0.1%
4643	1	< 0.1%
545	1	< 0.1%
2592	1	< 0.1%
4639	1	< 0.1%
541	1	< 0.1%
4635	1	< 0.1%
4631	1	< 0.1%
Other values (3951)	3951	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
6	1	< 0.1%

Value	Count	Frequency (%)
4897	1	< 0.1%
4896	1	< 0.1%
4895	1	< 0.1%
4894	1	< 0.1%
4893	1	< 0.1%

fa
Real number (ℝ_≥0)

Distinct	68
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.839346125
Minimum	3.8
Maximum	14.2
Zeros	0
Zeros (%)	0.0%
Memory size	30.9 KiB

Quantile statistics

Minimum	3.8
5-th percentile	5.6
Q1	6.3
median	6.8
Q3	7.3
95-th percentile	8.3
Maximum	14.2
Range	10.4
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.8668597405
Coefficient of variation (CV)	0.1267459966
Kurtosis	2.253047398
Mean	6.839346125
Median Absolute Deviation (MAD)	0.5
Skewness	0.6961002189
Sum	27090.65
Variance	0.7514458097
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.8	241	6.1%
6.6	238	6.0%
6.4	224	5.7%
6.9	191	4.8%
6.7	190	4.8%
6.5	182	4.6%
7	179	4.5%
6.2	159	4.0%
6.3	158	4.0%
7.1	154	3.9%
Other values (58)	2045	51.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3.8	1	< 0.1%
3.9	1	< 0.1%
4.2	2	0.1%
4.4	3	0.1%
4.5	1	< 0.1%

Value	Count	Frequency (%)
14.2	1	< 0.1%
11.8	1	< 0.1%
10.7	1	< 0.1%
10.3	2	0.1%
10.2	1	< 0.1%

va
Real number (ℝ_≥0)

Distinct	125
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.280537743
Minimum	0.08
Maximum	1.1
Zeros	0
Zeros (%)	0.0%
Memory size	30.9 KiB

Quantile statistics

Minimum	0.08
5-th percentile	0.15
Q1	0.21
median	0.26
Q3	0.33
95-th percentile	0.46
Maximum	1.1
Range	1.02
Interquartile range (IQR)	0.12

Descriptive statistics

Standard deviation	0.103437087
Coefficient of variation (CV)	0.3687100562
Kurtosis	5.327754
Mean	0.280537743
Median Absolute Deviation (MAD)	0.06
Skewness	1.641080979
Sum	1111.21
Variance	0.01069923096
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.28	213	5.4%
0.24	208	5.3%
0.26	207	5.2%
0.25	179	4.5%
0.22	178	4.5%
0.2	175	4.4%
0.27	175	4.4%
0.23	173	4.4%
0.21	158	4.0%
0.3	154	3.9%
Other values (115)	2141	54.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.08	2	0.1%
0.085	1	< 0.1%
0.09	1	< 0.1%
0.1	6	0.2%
0.105	4	0.1%

Value	Count	Frequency (%)
1.1	1	< 0.1%
1.005	1	< 0.1%
0.965	1	< 0.1%
0.93	1	< 0.1%
0.91	1	< 0.1%

ca
Real number (ℝ_≥0)

Distinct	87
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.3343322393
Minimum	0
Maximum	1.66
Zeros	18
Zeros (%)	0.5%
Memory size	30.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.17
Q1	0.27
median	0.32
Q3	0.39
95-th percentile	0.53
Maximum	1.66
Range	1.66
Interquartile range (IQR)	0.12

Descriptive statistics

Standard deviation	0.1224460908
Coefficient of variation (CV)	0.3662407521
Kurtosis	6.84480817
Mean	0.3343322393
Median Absolute Deviation (MAD)	0.06
Skewness	1.310601017
Sum	1324.29
Variance	0.01499304514
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3	239	6.0%
0.28	220	5.6%
0.32	214	5.4%
0.34	181	4.6%
0.29	179	4.5%
0.26	173	4.4%
0.49	173	4.4%
0.27	164	4.1%
0.31	162	4.1%
0.33	155	3.9%
Other values (77)	2101	53.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	18	0.5%
0.01	6	0.2%
0.02	6	0.2%
0.03	2	0.1%
0.04	10	0.3%

Value	Count	Frequency (%)
1.66	1	< 0.1%
1.23	1	< 0.1%
1	5	0.1%
0.99	1	< 0.1%
0.91	1	< 0.1%

rs
Real number (ℝ_≥0)

Distinct	310
Distinct (%)	7.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.91481949
Minimum	0.6
Maximum	65.8
Zeros	0
Zeros (%)	0.0%
Memory size	30.9 KiB

Quantile statistics

Minimum	0.6
5-th percentile	1.1
Q1	1.6
median	4.7
Q3	8.9
95-th percentile	15.2
Maximum	65.8
Range	65.2
Interquartile range (IQR)	7.3

Descriptive statistics

Standard deviation	4.861646308
Coefficient of variation (CV)	0.8219433097
Kurtosis	5.681512166
Mean	5.91481949
Median Absolute Deviation (MAD)	3.2
Skewness	1.333639018
Sum	23428.6
Variance	23.63560482
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.4	165	4.2%
1.2	165	4.2%
1.6	144	3.6%
1.3	134	3.4%
1.1	126	3.2%
1.5	125	3.2%
1.7	87	2.2%
1.8	85	2.1%
1	77	1.9%
2	67	1.7%
Other values (300)	2786	70.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.6	1	< 0.1%
0.7	7	0.2%
0.8	25	0.6%
0.9	35	0.9%
0.95	3	0.1%

Value	Count	Frequency (%)
65.8	1	< 0.1%
31.6	1	< 0.1%
26.05	1	< 0.1%
23.5	1	< 0.1%
22.6	1	< 0.1%

chlorides
Real number (ℝ_≥0)

Distinct	160
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.04590507448
Minimum	0.009
Maximum	0.346
Zeros	0
Zeros (%)	0.0%
Memory size	30.9 KiB

Quantile statistics

Minimum	0.009
5-th percentile	0.027
Q1	0.035
median	0.042
Q3	0.05
95-th percentile	0.069
Maximum	0.346
Range	0.337
Interquartile range (IQR)	0.015

Descriptive statistics

Standard deviation	0.0231027148
Coefficient of variation (CV)	0.5032714807
Kurtosis	35.53028798
Mean	0.04590507448
Median Absolute Deviation (MAD)	0.007
Skewness	4.969076318
Sum	181.83
Variance	0.0005337354313
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.036	165	4.2%
0.042	155	3.9%
0.044	155	3.9%
0.046	152	3.8%
0.04	152	3.8%
0.047	145	3.7%
0.038	140	3.5%
0.034	137	3.5%
0.037	136	3.4%
0.048	135	3.4%
Other values (150)	2489	62.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.009	1	< 0.1%
0.012	1	< 0.1%
0.013	1	< 0.1%
0.014	4	0.1%
0.015	3	0.1%

Value	Count	Frequency (%)
0.346	1	< 0.1%
0.301	1	< 0.1%
0.29	1	< 0.1%
0.271	1	< 0.1%
0.255	1	< 0.1%

fsd
Real number (ℝ_≥0)

Distinct	132
Distinct (%)	3.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	34.8891694
Minimum	2
Maximum	289
Zeros	0
Zeros (%)	0.0%
Memory size	30.9 KiB

Quantile statistics

Minimum	2
5-th percentile	11
Q1	23
median	33
Q3	45
95-th percentile	63
Maximum	289
Range	287
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	17.21002061
Coefficient of variation (CV)	0.4932768795
Kurtosis	13.43402487
Mean	34.8891694
Median Absolute Deviation (MAD)	11
Skewness	1.56668022
Sum	138196
Variance	296.1848094
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29	125	3.2%
31	110	2.8%
34	107	2.7%
26	105	2.7%
36	102	2.6%
24	101	2.5%
35	97	2.4%
28	95	2.4%
23	93	2.3%
25	92	2.3%
Other values (122)	2934	74.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	1	< 0.1%
3	9	0.2%
4	9	0.2%
5	23	0.6%
6	29	0.7%

Value	Count	Frequency (%)
289	1	< 0.1%
146.5	1	< 0.1%
138.5	1	< 0.1%
131	1	< 0.1%
128	1	< 0.1%

tsd
Real number (ℝ_≥0)

Distinct	251
Distinct (%)	6.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	137.1935117
Minimum	9
Maximum	440
Zeros	0
Zeros (%)	0.0%
Memory size	30.9 KiB

Quantile statistics

Minimum	9
5-th percentile	73
Q1	106
median	133
Q3	166
95-th percentile	212
Maximum	440
Range	431
Interquartile range (IQR)	60

Descriptive statistics

Standard deviation	43.12906524
Coefficient of variation (CV)	0.314366654
Kurtosis	0.7352578602
Mean	137.1935117
Median Absolute Deviation (MAD)	29
Skewness	0.4567996771
Sum	543423.5
Variance	1860.116268
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
111	51	1.3%
114	47	1.2%
113	46	1.2%
122	45	1.1%
128	45	1.1%
117	44	1.1%
150	43	1.1%
126	42	1.1%
98	41	1.0%
118	41	1.0%
Other values (241)	3516	88.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
9	1	< 0.1%
10	1	< 0.1%
18	1	< 0.1%
19	1	< 0.1%
21	1	< 0.1%

Value	Count	Frequency (%)
440	1	< 0.1%
366.5	1	< 0.1%
344	1	< 0.1%
313	1	< 0.1%
307.5	1	< 0.1%

density
Real number (ℝ_≥0)

Distinct	890
Distinct (%)	22.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.9937895304
Minimum	0.98711
Maximum	1.03898
Zeros	0
Zeros (%)	0.0%
Memory size	30.9 KiB

Quantile statistics

Minimum	0.98711
5-th percentile	0.98961
Q1	0.99162
median	0.9935
Q3	0.99571
95-th percentile	0.9986
Maximum	1.03898
Range	0.05187
Interquartile range (IQR)	0.00409

Descriptive statistics

Standard deviation	0.002904595778
Coefficient of variation (CV)	0.002922747412
Kurtosis	14.18489211
Mean	0.9937895304
Median Absolute Deviation (MAD)	0.00206
Skewness	1.273317861
Sum	3936.40033
Variance	8.436676636e-06
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.992	60	1.5%
0.9928	52	1.3%
0.9932	49	1.2%
0.9934	46	1.2%
0.993	46	1.2%
0.9938	43	1.1%
0.9944	41	1.0%
0.9927	40	1.0%
0.9924	39	1.0%
0.9954	37	0.9%
Other values (880)	3508	88.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.98711	1	< 0.1%
0.98713	1	< 0.1%
0.98722	1	< 0.1%
0.9874	1	< 0.1%
0.98742	2	0.1%

Value	Count	Frequency (%)
1.03898	1	< 0.1%
1.0103	1	< 0.1%
1.00295	1	< 0.1%
1.00241	1	< 0.1%
1.0024	1	< 0.1%

pH
Real number (ℝ_≥0)

Distinct	103
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.195458218
Minimum	2.72
Maximum	3.82
Zeros	0
Zeros (%)	0.0%
Memory size	30.9 KiB

Quantile statistics

Minimum	2.72
5-th percentile	2.96
Q1	3.09
median	3.18
Q3	3.29
95-th percentile	3.46
Maximum	3.82
Range	1.1
Interquartile range (IQR)	0.2

Descriptive statistics

Standard deviation	0.1515455672
Coefficient of variation (CV)	0.0474253008
Kurtosis	0.5499570349
Mean	3.195458218
Median Absolute Deviation (MAD)	0.1
Skewness	0.455456831
Sum	12657.21
Variance	0.02296605892
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.16	128	3.2%
3.14	127	3.2%
3.22	119	3.0%
3.19	115	2.9%
3.15	114	2.9%
3.18	114	2.9%
3.24	114	2.9%
3.12	111	2.8%
3.2	111	2.8%
3.1	109	2.8%
Other values (93)	2799	70.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.72	1	< 0.1%
2.74	1	< 0.1%
2.77	1	< 0.1%
2.79	2	0.1%
2.8	3	0.1%

Value	Count	Frequency (%)
3.82	1	< 0.1%
3.81	1	< 0.1%
3.8	2	0.1%
3.79	1	< 0.1%
3.77	2	0.1%

sulphates
Real number (ℝ_≥0)

Distinct	79
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.4903509215
Minimum	0.22
Maximum	1.08
Zeros	0
Zeros (%)	0.0%
Memory size	30.9 KiB

Quantile statistics

Minimum	0.22
5-th percentile	0.34
Q1	0.41
median	0.48
Q3	0.55
95-th percentile	0.7
Maximum	1.08
Range	0.86
Interquartile range (IQR)	0.14

Descriptive statistics

Standard deviation	0.1135228053
Coefficient of variation (CV)	0.2315133924
Kurtosis	1.565020602
Mean	0.4903509215
Median Absolute Deviation (MAD)	0.07
Skewness	0.9378533357
Sum	1942.28
Variance	0.01288742733
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5	191	4.8%
0.46	182	4.6%
0.44	171	4.3%
0.38	165	4.2%
0.45	148	3.7%
0.47	144	3.6%
0.42	144	3.6%
0.48	142	3.6%
0.54	136	3.4%
0.4	134	3.4%
Other values (69)	2404	60.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.22	1	< 0.1%
0.23	1	< 0.1%
0.25	4	0.1%
0.26	3	0.1%
0.27	10	0.3%

Value	Count	Frequency (%)
1.08	1	< 0.1%
1.06	1	< 0.1%
1.01	1	< 0.1%
1	1	< 0.1%
0.99	1	< 0.1%

alcohol
Real number (ℝ_≥0)

Distinct	103
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	10.58935791
Minimum	8
Maximum	14.2
Zeros	0
Zeros (%)	0.0%
Memory size	30.9 KiB

Quantile statistics

Minimum	8
5-th percentile	8.9
Q1	9.5
median	10.4
Q3	11.4
95-th percentile	12.8
Maximum	14.2
Range	6.2
Interquartile range (IQR)	1.9

Descriptive statistics

Standard deviation	1.217076311
Coefficient of variation (CV)	0.1149339103
Kurtosis	-0.695979718
Mean	10.58935791
Median Absolute Deviation (MAD)	0.9
Skewness	0.450696598
Sum	41944.44667
Variance	1.481274748
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9.5	177	4.5%
9.4	169	4.3%
10	143	3.6%
9.2	140	3.5%
10.5	140	3.5%
11	130	3.3%
10.4	130	3.3%
10.8	119	3.0%
9	116	2.9%
10.2	116	2.9%
Other values (93)	2581	65.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
8	2	0.1%
8.4	2	0.1%
8.5	9	0.2%
8.6	16	0.4%
8.7	46	1.2%

Value	Count	Frequency (%)
14.2	1	< 0.1%
14.05	1	< 0.1%
14	5	0.1%
13.9	3	0.1%
13.8	2	0.1%

quality
Real number (ℝ_≥0)

Distinct	7
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.854834638
Minimum	3
Maximum	9
Zeros	0
Zeros (%)	0.0%
Memory size	30.9 KiB

Quantile statistics

Minimum	3
5-th percentile	5
Q1	5
median	6
Q3	6
95-th percentile	7
Maximum	9
Range	6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.8906826795
Coefficient of variation (CV)	0.152127726
Kurtosis	0.2993451703
Mean	5.854834638
Median Absolute Deviation (MAD)	1
Skewness	0.1120040345
Sum	23191
Variance	0.7933156355
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
6	1788	45.1%
5	1175	29.7%
7	689	17.4%
4	153	3.9%
8	131	3.3%
3	20	0.5%
9	5	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3	20	0.5%
4	153	3.9%
5	1175	29.7%
6	1788	45.1%
7	689	17.4%

Value	Count	Frequency (%)
9	5	0.1%
8	131	3.3%
7	689	17.4%
6	1788	45.1%
5	1175	29.7%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	df_index	fa	va	ca	rs	chlorides	fsd	tsd	density	pH	sulphates	alcohol	quality
0	0	7.0	0.27	0.36	20.70	0.045	45.0	170.0	1.0010	3.00	0.45	8.8	6
1	1	6.3	0.30	0.34	1.60	0.049	14.0	132.0	0.9940	3.30	0.49	9.5	6
2	2	8.1	0.28	0.40	6.90	0.050	30.0	97.0	0.9951	3.26	0.44	10.1	6
3	3	7.2	0.23	0.32	8.50	0.058	47.0	186.0	0.9956	3.19	0.40	9.9	6
4	6	6.2	0.32	0.16	7.00	0.045	30.0	136.0	0.9949	3.18	0.47	9.6	6
5	9	8.1	0.22	0.43	1.50	0.044	28.0	129.0	0.9938	3.22	0.45	11.0	6
6	10	8.1	0.27	0.41	1.45	0.033	11.0	63.0	0.9908	2.99	0.56	12.0	5
7	11	8.6	0.23	0.40	4.20	0.035	17.0	109.0	0.9947	3.14	0.53	9.7	5
8	12	7.9	0.18	0.37	1.20	0.040	16.0	75.0	0.9920	3.18	0.63	10.8	5
9	13	6.6	0.16	0.40	1.50	0.044	48.0	143.0	0.9912	3.54	0.52	12.4	7

Last rows

	df_index	fa	va	ca	rs	chlorides	fsd	tsd	density	pH	sulphates	alcohol	quality
3951	4888	6.8	0.220	0.36	1.20	0.052	38.0	127.0	0.99330	3.04	0.54	9.2	5
3952	4889	4.9	0.235	0.27	11.75	0.030	34.0	118.0	0.99540	3.07	0.50	9.4	6
3953	4890	6.1	0.340	0.29	2.20	0.036	25.0	100.0	0.98938	3.06	0.44	11.8	6
3954	4891	5.7	0.210	0.32	0.90	0.038	38.0	121.0	0.99074	3.24	0.46	10.6	6
3955	4892	6.5	0.230	0.38	1.30	0.032	29.0	112.0	0.99298	3.29	0.54	9.7	5
3956	4893	6.2	0.210	0.29	1.60	0.039	24.0	92.0	0.99114	3.27	0.50	11.2	6
3957	4894	6.6	0.320	0.36	8.00	0.047	57.0	168.0	0.99490	3.15	0.46	9.6	5
3958	4895	6.5	0.240	0.19	1.20	0.041	30.0	111.0	0.99254	2.99	0.46	9.4	6
3959	4896	5.5	0.290	0.30	1.10	0.022	20.0	110.0	0.98869	3.34	0.38	12.8	7
3960	4897	6.0	0.210	0.38	0.80	0.020	22.0	98.0	0.98941	3.26	0.32	11.8	6

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows